{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2784576e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "!pip install -Uqq nixtla"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5c496982",
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide \n",
    "from nixtla.utils import in_colab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "08bb6d93",
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide \n",
    "IN_COLAB = in_colab()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "876fee25",
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "if not IN_COLAB:\n",
    "    from nixtla.utils import colab_badge\n",
    "    from dotenv import load_dotenv"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7aada13c-3ac8-4664-92c3-82a96503128a",
   "metadata": {},
   "source": [
    "# Historical forecast"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9de01fae-a231-4481-a080-f4c1ffe0b0cb",
   "metadata": {},
   "source": [
    "Our time series model offers a powerful feature that allows users to retrieve historical forecasts alongside the prospective predictions. This functionality is accessible through the forecast method by setting the `add_history=True` argument."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b095960a-9a04-4ce7-b31f-babf181c1a8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "[![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Nixtla/nixtla/blob/main/nbs/docs/tutorials/09_historical_forecast.ipynb)"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| echo: false\n",
    "if not IN_COLAB:\n",
    "    load_dotenv()\n",
    "    colab_badge('docs/tutorials/09_historical_forecast')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f318762d",
   "metadata": {},
   "source": [
    "## 1. Import packages\n",
    "First, we install and import the required packages and initialize the Nixtla client."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "11bdfa31-0b38-4044-9018-ebe1c58f91d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from nixtla import NixtlaClient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5f8b2b2b-4f49-479d-b709-b0db1c61fea8",
   "metadata": {},
   "outputs": [],
   "source": [
    "nixtla_client = NixtlaClient(\n",
    "    # defaults to os.environ.get(\"NIXTLA_API_KEY\")\n",
    "    api_key = 'my_api_key_provided_by_nixtla'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dce721eb",
   "metadata": {},
   "source": [
    "> 👍 Use an Azure AI endpoint\n",
    ">\n",
    "> To use an Azure AI endpoint, set the `base_url` argument:\n",
    ">\n",
    "> `nixtla_client = NixtlaClient(base_url=\"you azure ai endpoint\", api_key=\"your api_key\")`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8d1a958b-23d9-43c1-882a-3d1348a34b54",
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "if not IN_COLAB:\n",
    "    nixtla_client = NixtlaClient()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9315e2a0",
   "metadata": {},
   "source": [
    "## 2. Load data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1266c856-7e04-4b0a-a54e-593d9ae5d723",
   "metadata": {},
   "source": [
    "Now you can start to make forecasts! Let's import an example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ee0996c2-8b1f-4ec4-9b56-1cd5e4667072",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1949-01-01</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1949-02-01</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1949-03-01</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1949-04-01</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1949-05-01</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    timestamp  value\n",
       "0  1949-01-01    112\n",
       "1  1949-02-01    118\n",
       "2  1949-03-01    132\n",
       "3  1949-04-01    129\n",
       "4  1949-05-01    121"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "49d08019-8908-4a4c-8dd1-a2e4def0ce66",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2400x350 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nixtla_client.plot(df, time_col='timestamp', target_col='value')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9dc47b26",
   "metadata": {},
   "source": [
    "## 3. Historical forecast"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d13dc09e-f606-40d2-94a6-f3b24106e85e",
   "metadata": {},
   "source": [
    "Let's add fitted values. When `add_history` is set to True, the output DataFrame will include not only the future forecasts determined by the h argument, but also the historical predictions. Currently, the historical forecasts are not affected by `h`, and have a fix horizon depending on the frequency of the data. The historical forecasts are produced in a rolling window fashion, and concatenated. This means that the model is applied sequentially at each time step using only the most recent information available up to that point."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3768a453-8d69-4070-b4a0-9ba19e431f0b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:nixtla.nixtla_client:Validating inputs...\n",
      "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n",
      "INFO:nixtla.nixtla_client:Inferred freq: MS\n",
      "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n",
      "INFO:nixtla.nixtla_client:Calling Historical Forecast Endpoint...\n"
     ]
    }
   ],
   "source": [
    "timegpt_fcst_with_history_df = nixtla_client.forecast(\n",
    "    df=df, h=12, time_col='timestamp', target_col='value',\n",
    "    add_history=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6933cbb0",
   "metadata": {},
   "source": [
    "> 📘 Available models in Azure AI\n",
    ">\n",
    "> If you are using an Azure AI endpoint, please be sure to set `model=\"azureai\"`:\n",
    ">\n",
    "> `nixtla_client.forecast(..., model=\"azureai\")`\n",
    "> \n",
    "> For the public API, we support two models: `timegpt-1` and `timegpt-1-long-horizon`. \n",
    "> \n",
    "> By default, `timegpt-1` is used. Please see [this tutorial](https://docs.nixtla.io/docs/tutorials-long_horizon_forecasting) on how and when to use `timegpt-1-long-horizon`.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b6ca1274-69ac-4373-a854-827b2deaa2f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>TimeGPT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1951-01-01</td>\n",
       "      <td>135.483673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1951-02-01</td>\n",
       "      <td>144.442398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1951-03-01</td>\n",
       "      <td>157.191910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1951-04-01</td>\n",
       "      <td>148.769363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1951-05-01</td>\n",
       "      <td>140.472946</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    timestamp     TimeGPT\n",
       "0  1951-01-01  135.483673\n",
       "1  1951-02-01  144.442398\n",
       "2  1951-03-01  157.191910\n",
       "3  1951-04-01  148.769363\n",
       "4  1951-05-01  140.472946"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "timegpt_fcst_with_history_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9d43c9b-414b-41cd-a336-1e478d9cff46",
   "metadata": {},
   "source": [
    "Let's plot the results. This consolidated view of past and future predictions can be invaluable for understanding the model's behavior and for evaluating its performance over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2e1e5281-6c6d-4215-add1-2a7066aa491a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2400x350 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nixtla_client.plot(df, timegpt_fcst_with_history_df, time_col='timestamp', target_col='value')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7de0a08-d05d-4168-9b4d-523af5067434",
   "metadata": {},
   "source": [
    "Please note, however, that the initial values of the series are not included in these historical forecasts. This is because `TimeGPT` requires a certain number of initial observations to generate reliable forecasts. Therefore, while interpreting the output, it's important to be aware that the first few observations serve as the basis for the model's predictions and are not themselves predicted values."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
